Real ChatGPT answer · index seed9jgaG9XelkEcompleteEducation · certificationscommercial

Which coding bootcamp certificates have the highest job placement rates for graduates with non tech degrees

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which coding bootcamp certificates have the highest job placement rates for graduates with non tech degrees
3 real searches · 1 real-search pass
2025 coding bootcamp graduate employment outcomes CIRR reports job placement rates career changers non technical degreeGoogle ↗
OBSERVEDConsequence
coding bootcamp outcomes reports 2024 2025 General Assembly Flatiron School Codesmith Hack Reactor employment rateGoogle ↗
OBSERVEDConsequence
CIRR member schools outcomes reports 2024 software engineering bootcamp employmentGoogle ↗
OBSERVEDConsequence

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
2025 coding bootcamp graduate employment outcomes CIRR reports job placement rates career changers non technical degree Google ↗
coding bootcamp outcomes reports 2024 2025 General Assembly Flatiron School Codesmith Hack Reactor employment rate Google ↗
CIRR member schools outcomes reports 2024 software engineering bootcamp employment Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2025 coding bootcamp graduate employment outcomes CIRR reports job placement rates career changers non technical degree
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
coding bootcamp outcomes reports 2024 2025 General Assembly Flatiron School Codesmith Hack Reactor employment rate
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
CIRR member schools outcomes reports 2024 software engineering bootcamp employment
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1